{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "higher_affinity(vina_dock)\n",
    "higher_affinity(vina_min)\n",
    "higher_affinity(lower_vina_score)\n",
    "higher_sa\n",
    "higher_qed\n",
    "hit_rate(dock)\n",
    "diversity\n",
    "\n",
    "vina_sa & inpainting_ref_prev\n",
    "89.79% # higher_affinity(vina_dock)\n",
    "88.32% # higher_affinity(vina_min)\n",
    "85.36% # higher_affinity(lower_vina_score)\n",
    "59.74% # higher_sa\n",
    "60.29% # higher_qed\n",
    "33.70% # hit_rate(dock)\n",
    "0.5977\n",
    "vina_sa & inpainting_ref\n",
    "90.85%\n",
    "84.56%\n",
    "88.04%\n",
    "65.14%\n",
    "62.75%\n",
    "39.85%\n",
    "0.5840\n",
    "vina_qed_sa & inpainting_ref\n",
    "82.90%\n",
    "82.87%\n",
    "78.77%\n",
    "46.84%\n",
    "75.08%\n",
    "31.78%\n",
    "0.6140\n",
    "vina_sa & inpainting_prior\n",
    "95.52%\n",
    "92.80%\n",
    "89.31%\n",
    "50.77%\n",
    "57.72%\n",
    "30.27%\n",
    "0.5877\n",
    "vina_sa & inpainting_ref & --change_scaffold\n",
    "89.85%\n",
    "88.74%\n",
    "86.64%\n",
    "66.16%\n",
    "64.51%\n",
    "39.97%\n",
    "0.5833\n",
    "bfn_vina_docked\n",
    "59.05%\n",
    "62.27%\n",
    "59.83%\n",
    "38.52%\n",
    "53.44%\n",
    "13.43%\n",
    "0.6971\n",
    "ar_vina_docked\n",
    "37.69%\n",
    "40.55%\n",
    "38.11%\n",
    "28.42%\n",
    "53.99%\n",
    "4.10%\n",
    "0.6965\n",
    "targetdiff_vina_docked\n",
    "57.57%\n",
    "53.22%\n",
    "45.74%\n",
    "18.77%\n",
    "49.69%\n",
    "5.72%\n",
    "0.7204\n",
    "pocket2mol_vina_docked\n",
    "48.00%\n",
    "45.69%\n",
    "28.52%\n",
    "55.59%\n",
    "64.61%\n",
    "16.47%\n",
    "0.6946\n",
    "decompdiff_vina_docked\n",
    "63.18%\n",
    "50.64%\n",
    "33.04%\n",
    "19.34%\n",
    "45.84%\n",
    "6.60%\n",
    "0.6818\n",
    "decompdiff_ref_vina_docked\n",
    "47.93%\n",
    "37.22%\n",
    "22.37%\n",
    "26.95%\n",
    "51.97%\n",
    "9.39%\n",
    "0.7329\n",
    "tagmol\n",
    "68.65%\n",
    "69.40%\n",
    "66.23%\n",
    "17.42%\n",
    "61.95%\n",
    "7.14%\n",
    "0.6895\n",
    "decompopt\n",
    "71.87%\n",
    "55.51%\n",
    "39.20%\n",
    "24.81%\n",
    "43.21%\n",
    "11.13%\n",
    "\"\"\"\n",
    "\n",
    "# keys: higher_affinity(vina_dock), higher_affinity(vina_min), higher_affinity(lower_vina_score), higher_sa, higher_qed, hit_rate\n",
    "\n",
    "ar = {\n",
    "    \"higher_affinity(vina_dock)\": 37.69,\n",
    "    \"higher_affinity(vina_min)\": 40.55,\n",
    "    \"higher_affinity(lower_vina_score)\": 38.11,\n",
    "    \"higher_sa\": 28.42,\n",
    "    \"higher_qed\": 53.99,\n",
    "    \"hit_rate\": 4.10\n",
    "}\n",
    "\n",
    "bfn = {\n",
    "    \"higher_affinity(vina_dock)\": 59.05,\n",
    "    \"higher_affinity(vina_min)\": 62.27,\n",
    "    \"higher_affinity(lower_vina_score)\": 59.83,\n",
    "    \"higher_sa\": 38.52,\n",
    "    \"higher_qed\": 53.44,\n",
    "    \"hit_rate\": 13.43\n",
    "}\n",
    "\n",
    "decompdiff = {\n",
    "    \"higher_affinity(vina_dock)\": 63.18,\n",
    "    \"higher_affinity(vina_min)\": 50.64,\n",
    "    \"higher_affinity(lower_vina_score)\": 33.04,\n",
    "    \"higher_sa\": 19.34,\n",
    "    \"higher_qed\": 45.84,\n",
    "    \"hit_rate\": 6.60\n",
    "}\n",
    "\n",
    "decompdiff_ref = {\n",
    "    \"higher_affinity(vina_dock)\": 47.93,\n",
    "    \"higher_affinity(vina_min)\": 37.22,\n",
    "    \"higher_affinity(lower_vina_score)\": 22.37,\n",
    "    \"higher_sa\": 26.95,\n",
    "    \"higher_qed\": 51.97,\n",
    "    \"hit_rate\": 9.39\n",
    "}\n",
    "\n",
    "pocket2mol = {\n",
    "    \"higher_affinity(vina_dock)\": 48.00,\n",
    "    \"higher_affinity(vina_min)\": 45.69,\n",
    "    \"higher_affinity(lower_vina_score)\": 28.52,\n",
    "    \"higher_sa\": 55.59,\n",
    "    \"higher_qed\": 64.61,\n",
    "    \"hit_rate\": 16.47\n",
    "}\n",
    "\n",
    "targetdiff = {\n",
    "    \"higher_affinity(vina_dock)\": 57.57,\n",
    "    \"higher_affinity(vina_min)\": 53.22,\n",
    "    \"higher_affinity(lower_vina_score)\": 45.74,\n",
    "    \"higher_sa\": 18.77,\n",
    "    \"higher_qed\": 49.69,\n",
    "    \"hit_rate\": 5.72\n",
    "}\n",
    "\n",
    "decompopt = {\n",
    "    \"higher_affinity(vina_dock)\": 71.87,\n",
    "    \"higher_affinity(vina_min)\": 55.51,\n",
    "    \"higher_affinity(lower_vina_score)\": 39.20,\n",
    "    \"higher_sa\": 24.81,\n",
    "    \"higher_qed\": 43.21,\n",
    "    \"hit_rate\": 11.13\n",
    "}\n",
    "\n",
    "vina_qed_sa = {\n",
    "    \"higher_affinity(vina_dock)\": 82.90,\n",
    "    \"higher_affinity(vina_min)\": 82.87,\n",
    "    \"higher_affinity(lower_vina_score)\": 78.77,\n",
    "    \"higher_sa\": 46.84,\n",
    "    \"higher_qed\": 75.08,\n",
    "    \"hit_rate\": 31.78\n",
    "}\n",
    "\n",
    "vina_sa_prev = {\n",
    "    \"higher_affinity(vina_dock)\": 89.79,\n",
    "    \"higher_affinity(vina_min)\": 88.32,\n",
    "    \"higher_affinity(lower_vina_score)\": 85.36,\n",
    "    \"higher_sa\": 59.74,\n",
    "    \"higher_qed\": 60.29,\n",
    "    \"hit_rate\": 33.70\n",
    "}\n",
    "\n",
    "vina_sa = {\n",
    "    \"higher_affinity(vina_dock)\": 90.85,\n",
    "    \"higher_affinity(vina_min)\": 84.56,\n",
    "    \"higher_affinity(lower_vina_score)\": 88.04,\n",
    "    \"higher_sa\": 65.14,\n",
    "    \"higher_qed\": 62.75,\n",
    "    \"hit_rate\": 39.85\n",
    "}\n",
    "\n",
    "vina_sa_prior = {\n",
    "    \"higher_affinity(vina_dock)\": 95.52,\n",
    "    \"higher_affinity(vina_min)\": 92.80,\n",
    "    \"higher_affinity(lower_vina_score)\": 89.31,\n",
    "    \"higher_sa\": 50.77,\n",
    "    \"higher_qed\": 57.72,\n",
    "    \"hit_rate\": 30.27\n",
    "}\n",
    "\n",
    "vina_sa_change_scaffold = {\n",
    "    \"higher_affinity(vina_dock)\": 89.85,\n",
    "    \"higher_affinity(vina_min)\": 88.74,\n",
    "    \"higher_affinity(lower_vina_score)\": 86.64,\n",
    "    \"higher_sa\": 66.16,\n",
    "    \"higher_qed\": 64.51,\n",
    "    \"hit_rate\": 39.97\n",
    "}\n",
    "\n",
    "\n",
    "tagmol = {\n",
    "    \"higher_affinity(vina_dock)\": 68.65,\n",
    "    \"higher_affinity(vina_min)\": 69.40,\n",
    "    \"higher_affinity(lower_vina_score)\": 66.23,\n",
    "    \"higher_sa\": 17.42,\n",
    "    \"higher_qed\": 61.95,\n",
    "    \"hit_rate\": 7.14\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from math import pi\n",
    "\n",
    "key2category = {\n",
    "    \"higher_affinity(vina_dock)\": \"Better VDock\",\n",
    "    \"higher_affinity(vina_min)\": \"Better VMin\",\n",
    "    \"higher_affinity(lower_vina_score)\": \"Better VScore\",\n",
    "    \"higher_sa\": \"Higher SA\",\n",
    "    \"higher_qed\": \"Higher QED\",\n",
    "    \"hit_rate\": \"All\",\n",
    "}\n",
    "\n",
    "colors_pallete = [\"#e41a1c\", \"#377eb8\", \"#4daf4a\", \"#984ea3\", \"#ff7f00\", \"#f781bf\", \"#a65628\", \"#999999\"]\n",
    "\n",
    "def plot_multiple_radar_chart(data_list, method_list, title):\n",
    "    categories = list(data_list[0].keys())\n",
    "    N = len(categories)\n",
    "    values_list = [[data[key] for key in categories] for data in data_list]\n",
    "    values_list = [values + values[:1] for values in values_list]\n",
    "    categories = [key2category[category] for category in categories]\n",
    "\n",
    "    angles = [n / float(N) * 2 * pi for n in range(N)]\n",
    "    angles += angles[:1]\n",
    "\n",
    "    ax = plt.subplot(111, polar=True)\n",
    "\n",
    "    # Set the xticks (category labels) with appropriate alignment\n",
    "    plt.xticks(angles[:-1], categories, color='black', size=20)\n",
    "\n",
    "    # Rotate labels based on angle\n",
    "    for label, angle in zip(ax.get_xticklabels(), angles):\n",
    "        # print the attribute of the label\n",
    "        # print(label.__dict__)\n",
    "        # If the angle is in the first or fourth quadrant\n",
    "        if angle < pi / 2 or angle > 3 * pi / 2:\n",
    "            label.set_horizontalalignment('left')\n",
    "        else:\n",
    "            label.set_horizontalalignment('right')\n",
    "        if label.get_text() == 'All':\n",
    "            # set weight to bold\n",
    "            label.set_weight('bold')\n",
    "\n",
    "    # Customize y-ticks for percentages\n",
    "    translates = {\"0.0\": \"0\", \"0.2\": \"\", \"0.4\": \"0.4\", \"0.6\": \"\", \"0.8\": \"0.8\", \"1.0\": \"1\"}\n",
    "    plt.yticks(np.arange(0, 1.1, 0.2) * 100, [translates[\"{:.1f}\".format(y)] for y in np.arange(0, 1.1, 0.2)], color=\"black\", size=14,\n",
    "               # move the y-ticks and rotate them\n",
    "                va='center', ha='right'\n",
    "               )\n",
    "    \n",
    "    ax.set_rlabel_position(-55)\n",
    "\n",
    "    for idx, (values, label) in enumerate(zip(values_list, method_list)):\n",
    "        ax.plot(angles, values, label=label, color=colors_pallete[idx])\n",
    "        # ax.fill(angles, values, colors_pallete[idx], alpha=0.1)\n",
    "\n",
    "\n",
    "    plt.rcParams.update({\n",
    "        \"font.size\": 20,\n",
    "        \"xtick.labelsize\": 20,\n",
    "        # \"legend.fontsize\": 15\n",
    "    })\n",
    "\n",
    "\n",
    "    ax.text(-0.4, -0.4, \"Ratio of Molecules w/\", fontsize=20, ha='left', va='center', transform=ax.transAxes, fontstyle='italic')\n",
    "    ax.text(-0.4, -0.5, title, fontsize=20, ha='left', va='center', transform=ax.transAxes, fontstyle='italic')\n",
    "    plt.legend(loc='upper right', bbox_to_anchor=(1.7, 0.2))\n",
    "    plt.savefig(\"radar.pdf\", dpi=300, bbox_inches='tight')\n",
    "\n",
    "# Example call\n",
    "plot_multiple_radar_chart([vina_sa, ar, pocket2mol, targetdiff, bfn, decompdiff_ref, tagmol],\n",
    "                          [\"Ours\", \"AR\", \"Pocket2Mol\", \"TargetDiff\", \"MolCRAFT\", \"DecompDiff\", \"TAGMol\"],\n",
    "                           \"Metrics Improvement\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from math import pi\n",
    "\n",
    "key2category = {\n",
    "    \"higher_affinity(vina_dock)\": \"Vina Dock\",\n",
    "    \"higher_affinity(vina_min)\": \"Vina Min\",\n",
    "    \"higher_affinity(lower_vina_score)\": \"Vina Score\",\n",
    "    \"higher_sa\": \"SA\",\n",
    "    \"higher_qed\": \"QED\",\n",
    "    \"hit_rate\": \"All\",\n",
    "}\n",
    "\n",
    "colors_pallete = [\"#e41a1c\", \"#377eb8\", \"#4daf4a\", \"#984ea3\", \"#ff7f00\", \"#f781bf\", \"#a65628\", \"tab:cyan\"]\n",
    "\n",
    "def plot_multiple_radar_chart(data_list, method_list, title):\n",
    "    categories = list(data_list[0].keys())\n",
    "    N = len(categories)\n",
    "    values_list = [[data[key] for key in categories] for data in data_list]\n",
    "    values_list = [values + values[:1] for values in values_list]\n",
    "    categories = [key2category[category] for category in categories]\n",
    "\n",
    "    angles = [n / float(N) * 2 * pi for n in range(N)]\n",
    "    angles += angles[:1]\n",
    "\n",
    "    ax = plt.subplot(111, polar=True)\n",
    "\n",
    "    # Set the xticks (category labels) with appropriate alignment\n",
    "    plt.xticks(angles[:-1], categories, color='black', size=20)\n",
    "\n",
    "    # Rotate labels based on angle\n",
    "    for label, angle in zip(ax.get_xticklabels(), angles):\n",
    "        # print the attribute of the label\n",
    "        # print(label.__dict__)\n",
    "        # If the angle is in the first or fourth quadrant\n",
    "        if angle < pi / 2 or angle > 3 * pi / 2:\n",
    "            label.set_horizontalalignment('left')\n",
    "        else:\n",
    "            label.set_horizontalalignment('right')\n",
    "        if label.get_text() == 'All':\n",
    "            # set weight to bold\n",
    "            label.set_weight('bold')\n",
    "\n",
    "    # Customize y-ticks for percentages\n",
    "    translates = {\"0.0\": \"0\", \"0.2\": \"\", \"0.4\": \"0.4\", \"0.6\": \"\", \"0.8\": \"0.8\", \"1.0\": \"1\"}\n",
    "    plt.yticks(np.arange(0, 1.1, 0.2) * 100, [translates[\"{:.1f}\".format(y)] for y in np.arange(0, 1.1, 0.2)], color=\"black\", size=14,\n",
    "               # move the y-ticks and rotate them\n",
    "                va='center', ha='right'\n",
    "               )\n",
    "    \n",
    "    ax.set_rlabel_position(-55)\n",
    "\n",
    "    for idx, (values, label) in enumerate(zip(values_list, method_list)):\n",
    "        ax.plot(angles, values, label=label, color=colors_pallete[idx])\n",
    "        # ax.fill(angles, values, colors_pallete[idx], alpha=0.1)\n",
    "\n",
    "\n",
    "    plt.rcParams.update({\n",
    "        \"font.size\": 20,\n",
    "        \"xtick.labelsize\": 20,\n",
    "        \"legend.fontsize\": 15\n",
    "    })\n",
    "\n",
    "\n",
    "    # ax.text(-0.3, -0.4, \"Me-Better Ratio\", fontsize=21, ha='left', va='center', transform=ax.transAxes, weight='bold')\n",
    "    # ax.text(-0.4, -0.5, title, fontsize=20, ha='left', va='center', transform=ax.transAxes, fontstyle='italic')\n",
    "    plt.legend(loc='upper right', bbox_to_anchor=(2.3, 0.95))\n",
    "    plt.savefig(\"radar.svg\", dpi=300, bbox_inches='tight')\n",
    "\n",
    "# Example call\n",
    "plot_multiple_radar_chart([vina_sa, ar, pocket2mol, targetdiff, bfn, decompdiff_ref, decompopt, tagmol],\n",
    "                          [\"Ours\", \"AR\", \"Pocket2Mol\", \"TargetDiff\", \"MolCRAFT\", \"DecompDiff\", \"DecompOpt\", \"TAGMol\"],\n",
    "                           \"Metrics Improvement\")\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "edm-dock",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
